The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-03-06"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "116502825 (up from 116066170 yesterday: 0.38 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2587977 (up from 2580166 yesterday: 0.3 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 7918923

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.22



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 28952970 58062 0.20 1373713 524362 1485 0.28 1.81
India 11210799 18754 0.17 305859 157756 100 0.06 1.41
Brazil 10938836 69609 0.64 1129082 264325 1555 0.59 2.42
Russia 4263785 10909 0.26 251247 87253 432 0.50 2.05
United Kingdom 4225906 6118 0.14 186973 124654 159 0.13 2.95
France 3942243 23306 0.59 434339 88597 170 0.19 2.25
Spain 3149012 0 0.00 92977 71138 0 0.00 2.26
Italy 3046762 23633 0.78 335943 99578 307 0.31 3.27
Turkey 2769230 11770 0.43 189334 28965 64 0.22 1.05
Germany 2502151 8264 0.33 165245 71951 99 0.14 2.88
Colombia 2273245 3663 0.16 83129 60412 112 0.19 2.66
Argentina 2146714 4860 0.23 125161 52870 86 0.16 2.46
Mexico 2125866 6561 0.31 137171 190357 779 0.41 8.95
Poland 1781345 14855 0.84 197724 45159 247 0.55 2.54
Iran 1681682 8212 0.49 170809 60594 82 0.14 3.60
South Africa 1520206 1227 0.08 30143 50647 81 0.16 3.33
Ukraine 1442457 9257 0.65 129248 28392 165 0.58 1.97
Indonesia 1373836 5767 0.42 163133 37154 128 0.35 2.70
Peru 1358294 8447 0.63 137546 47491 185 0.39 3.50
Czechia 1312164 13162 1.01 229315 21558 233 1.09 1.64
Netherlands 1130694 5395 0.48 90624 15931 41 0.26 1.41
Canada 889551 2769 0.31 61143 22212 29 0.13 2.50
Chile 876895 31445 3.72 104499 21008 80 0.38 2.40
Romania 824995 4064 0.50 64904 20854 69 0.33 2.53
Portugal 809412 1007 0.12 25333 16512 26 0.16 2.04
Israel 799727 3262 0.41 77881 5856 22 0.38 0.73
Belgium 785809 2799 0.36 48694 22240 25 0.11 2.83
Iraq 723189 4068 0.57 81561 13548 11 0.08 1.87
Sweden 684961 0 0.00 76550 13003 0 0.00 1.90
Philippines 591138 3434 0.58 43883 12465 42 0.34 2.11
Pakistan 590508 1780 0.30 27479 13205 39 0.30 2.24
Switzerland 562290 0 0.00 21563 10046 5 0.05 1.79
Bangladesh 549724 540 0.10 9458 8451 10 0.12 1.54
Morocco 485974 407 0.08 7839 8676 3 0.03 1.79
Serbia 482397 3519 0.73 62904 4542 17 0.38 0.94
Austria 472871 2557 0.54 40568 8694 25 0.29 1.84
Hungary 459816 7269 1.61 74061 15765 146 0.93 3.43
Japan 437634 412 0.09 22831 8196 6 0.07 1.87
Jordan 421415 3481 0.83 76612 4900 38 0.78 1.16
United Arab Emirates 408236 2959 0.73 62631 1310 14 1.08 0.32
Lebanon 393228 3158 0.81 56229 5013 42 0.84 1.27
Saudi Arabia 379474 382 0.10 7064 6524 5 0.08 1.72
Panama 344477 734 0.21 12785 5910 3 0.05 1.72
Slovakia 322104 2522 0.79 45870 7739 74 0.97 2.40
Malaysia 311777 1680 0.54 49972 1166 7 0.60 0.37
Belarus 294432 1329 0.45 27403 2029 9 0.45 0.69
Ecuador 292943 1873 0.64 27416 16020 23 0.14 5.47
Nepal 274655 47 0.02 2041 3010 0 0.00 1.10
Georgia 272617 355 0.13 7417 3567 4 0.11 1.31
Kazakhstan 267657 854 0.32 17258 3180 3 0.09 1.19
Bulgaria 259811 1426 0.55 30295 10593 22 0.21 4.08
Bolivia 253950 653 0.26 17914 11807 18 0.15 4.65
Croatia 246120 658 0.27 8661 5585 15 0.27 2.27
Dominican Republic 242660 573 0.24 13765 3162 12 0.38 1.30
Tunisia 237028 672 0.28 14524 8167 37 0.46 3.45
Azerbaijan 236365 353 0.15 4370 3238 3 0.09 1.37
Ireland 222699 530 0.24 13903 4419 14 0.32 1.98
Denmark 215015 394 0.18 10261 2378 0 0.00 1.11
Costa Rica 206640 0 0.00 7453 2833 0 0.00 1.37
Greece 203978 2301 1.14 32512 6705 41 0.62 3.29
Lithuania 201799 464 0.23 11558 3321 18 0.54 1.65
Kuwait 199428 1318 0.67 22525 1120 7 0.63 0.56
Slovenia 195086 921 0.47 15938 3888 6 0.15 1.99
Moldova 194605 1620 0.84 24800 4091 20 0.49 2.10
West Bank and Gaza 194548 1519 0.79 27748 2127 17 0.81 1.09
Egypt 185922 588 0.32 12720 10954 38 0.35 5.89
Guatemala 178337 621 0.35 11266 6467 12 0.19 3.63
Armenia 174257 508 0.29 5235 3219 4 0.12 1.85
Honduras 173020 443 0.26 13232 4247 16 0.38 2.45
Paraguay 166969 1158 0.70 23526 3294 16 0.49 1.97
Qatar 166475 460 0.28 9671 262 1 0.38 0.16
Ethiopia 165029 956 0.58 19325 2420 16 0.67 1.47
Nigeria 158237 195 0.12 12573 1964 10 0.51 1.24
Oman 142896 0 0.00 6274 1583 0 0.00 1.11
Burma 142023 23 0.02 438 3200 0 0.00 2.25
Venezuela 141885 529 0.37 9142 1378 7 0.51 0.97
Libya 137482 0 0.00 10601 2236 0 0.00 1.63
Bosnia and Herzegovina 135513 0 0.00 10111 5228 0 0.00 3.86
Bahrain 126126 612 0.49 14024 469 1 0.21 0.37
Algeria 114104 156 0.14 3591 3010 3 0.10 2.64
Albania 112078 777 0.70 20091 1918 21 1.11 1.71
Kenya 108362 633 0.59 5570 1874 1 0.05 1.73
North Macedonia 106832 722 0.68 9960 3185 9 0.28 2.98
China 101097 21 0.02 519 4838 1 0.02 4.79

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3596760 4200 0.12 116532 54134 280 0.52 1.51 91029.05 1370.06 1 in 11
Texas 2692691 3716 0.14 128636 45249 202 0.45 1.68 92864.60 1560.53 1 in 11
Florida 1940897 4690 0.24 118960 31620 98 0.31 1.63 90367.85 1472.22 1 in 11
New York 1686993 8126 0.48 155453 48247 94 0.20 2.86 86718.98 2480.11 1 in 12
Illinois 1197187 2558 0.21 36664 23003 56 0.24 1.92 94476.32 1815.29 1 in 11
Georgia 1021778 2269 0.22 58970 17905 90 0.51 1.75 96235.97 1686.38 1 in 10
Ohio 977736 1506 0.15 40195 17501 -1 -0.01 1.79 83645.11 1497.21 1 in 12
Pennsylvania 949127 2393 0.25 54467 24306 51 0.21 2.56 74139.03 1898.61 1 in 13
North Carolina 872176 2027 0.23 53452 11502 56 0.49 1.32 83158.75 1096.67 1 in 12
Arizona 825119 1735 0.21 29796 16323 54 0.33 1.98 108355.95 2143.56 1 in 9
New Jersey 810090 3720 0.46 66271 23557 36 0.15 2.91 91203.86 2652.16 1 in 11
Tennessee 782206 1312 0.17 26135 11543 9 0.08 1.48 114471.84 1689.26 1 in 9
Indiana 666516 1231 0.19 18859 12726 29 0.23 1.91 99003.91 1890.31 1 in 10
Michigan 656072 1692 0.26 27116 16658 57 0.34 2.54 65693.54 1667.99 1 in 15
Wisconsin 621275 612 0.10 14624 7103 9 0.13 1.14 106703.66 1219.94 1 in 9
Massachusetts 589931 1722 0.29 34036 16374 52 0.32 2.78 84888.23 2356.14 1 in 12
Virginia 584537 1477 0.25 37113 9519 91 0.97 1.63 68482.89 1115.22 1 in 15
South Carolina 524457 1199 0.23 41317 8719 20 0.23 1.66 101861.75 1693.43 1 in 10
Alabama 499411 524 0.11 19555 10149 27 0.27 2.03 101854.41 2069.88 1 in 10
Missouri 497695 495 0.10 10847 8506 5 0.06 1.71 81091.79 1385.92 1 in 12
Minnesota 489116 946 0.19 16325 6614 12 0.18 1.35 86728.35 1172.77 1 in 12
Colorado 435762 1108 0.25 22779 5986 0 0.00 1.37 75669.73 1039.46 1 in 13
Louisiana 433045 0 0.00 14460 9716 0 0.00 2.24 93152.12 2090.00 1 in 11
Oklahoma 428536 978 0.23 16260 4534 0 0.00 1.06 108299.00 1145.83 1 in 9
Kentucky 410184 839 0.20 23094 4806 52 1.09 1.17 91811.55 1075.73 1 in 11
Maryland 386610 932 0.24 16474 7941 11 0.14 2.05 63948.14 1313.50 1 in 16
Utah 374438 570 0.15 13854 1975 5 0.25 0.53 116794.42 616.04 1 in 9
Washington 344532 664 0.19 16485 5041 0 0.00 1.46 45244.50 661.99 1 in 22
Iowa 339529 381 0.11 10490 5552 3 0.05 1.64 107613.78 1759.71 1 in 9
Arkansas 324653 327 0.10 12091 5297 14 0.27 1.63 107578.47 1755.24 1 in 9
Kansas 298188 199 0.07 9713 4768 -11 -0.23 1.60 102353.54 1636.62 1 in 10
Mississippi 297321 576 0.19 10978 6805 22 0.32 2.29 99901.25 2286.51 1 in 10
Nevada 295960 500 0.17 8124 5036 16 0.32 1.70 96086.04 1634.98 1 in 10
Connecticut 285330 0 0.00 17993 7704 0 0.00 2.70 80030.02 2160.84 1 in 12
Nebraska 202653 343 0.17 5626 2113 1 0.05 1.04 104762.28 1092.32 1 in 10
New Mexico 186742 282 0.15 6453 3796 9 0.24 2.03 89059.24 1810.35 1 in 11
Idaho 172931 104 0.06 5448 1879 3 0.16 1.09 96498.17 1048.51 1 in 10
Oregon 157079 195 0.12 7045 2296 3 0.13 1.46 37242.48 544.37 1 in 27
West Virginia 133290 326 0.25 6008 2323 5 0.22 1.74 74582.56 1299.84 1 in 13
Rhode Island 128121 0 0.00 7300 2541 0 0.00 1.98 120941.78 2398.62 1 in 8
South Dakota 113378 149 0.13 3173 1898 2 0.11 1.67 128160.12 2145.46 1 in 8
Puerto Rico 101327 261 0.26 4014 2059 3 0.15 2.03 31727.21 644.71 1 in 32
Montana 100656 0 0.00 3359 1379 0 0.00 1.37 94178.59 1290.26 1 in 11
North Dakota 100357 79 0.08 1806 1479 1 0.07 1.47 131691.38 1940.79 1 in 8
Delaware 88139 265 0.30 5467 1464 11 0.76 1.66 90513.72 1503.44 1 in 11
New Hampshire 76695 273 0.36 5939 1181 3 0.25 1.54 56405.37 868.57 1 in 18
Alaska 59285 0 0.00 2880 305 0 0.00 0.51 81040.81 416.93 1 in 12
Wyoming 54764 0 0.00 1678 682 0 0.00 1.25 94623.15 1178.38 1 in 11
Maine 45639 183 0.40 3214 704 0 0.00 1.54 33952.23 523.73 1 in 29
District of Columbia 41273 151 0.37 2477 1030 3 0.29 2.50 58481.13 1459.44 1 in 17
Hawaii 28060 81 0.29 1045 443 1 0.23 1.58 19818.18 312.88 1 in 50
Vermont 15964 145 0.92 2403 208 1 0.48 1.30 25583.78 333.34 1 in 39

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 49294503 3596760 7.30 3882866 116532 3.00 1247576.1
2 Texas 19820052 2692691 13.59 1119285 128636 11.49 683547.2
3 Florida 22186763 1940897 8.75 1738799 118960 6.84 1033012.1
4 New York 39194200 1686993 4.30 4391956 155453 3.54 2014757.1
5 Illinois 18492848 1197187 6.47 1385939 36664 2.65 1459367.8
6 Georgia 7315477 1021778 13.97 486529 58970 12.12 689006.8
7 Ohio 10187678 977736 9.60 627898 40195 6.40 871553.7
8 Pennsylvania 10629284 949127 8.93 829402 54467 6.57 830283.8
9 North Carolina 9650184 872176 9.04 -21095 53452 -253.39 920109.3
10 Arizona 3818450 825119 21.61 201724 29796 14.77 501445.0
11 New Jersey 10993311 810090 7.37 915777 66271 7.24 1237680.2
12 Tennessee 6856581 782206 11.41 145026 26135 18.02 1003425.5
13 Indiana 8171222 666516 8.16 654493 18859 2.88 1213748.7
14 Michigan 10584735 656072 6.20 745190 27116 3.64 1059866.5
15 Wisconsin 7037081 621275 8.83 557292 14624 2.62 1208615.0
16 Massachusetts 16628614 589931 3.55 1790955 34036 1.90 2392777.4
17 Virginia 5996828 584537 9.75 413573 37113 8.97 702573.3
18 South Carolina 5126807 524457 10.23 495059 41317 8.35 995745.2
19 Alabama 2316127 499411 21.56 91111 19555 21.46 472371.9
20 Missouri 4541067 497695 10.96 219893 10847 4.93 739897.4
21 Minnesota 7058033 489116 6.93 494545 16325 3.30 1251505.9
22 Colorado 6343360 435762 6.87 513405 22779 4.44 1101519.5
23 Louisiana 5674146 433045 7.63 367864 14460 3.93 1220563.0
24 Oklahoma 3562618 428536 12.03 192737 16260 8.44 900339.7
25 Kentucky 3969899 410184 10.33 211635 23094 10.91 888583.2
26 Maryland 8024078 386610 4.82 594336 16474 2.77 1327241.6
27 Utah 2895082 374438 12.93 162274 13854 8.54 903031.8
28 Washington 5344402 344532 6.45 477409 16485 3.45 701835.5
29 Iowa 1323369 339529 25.66 44036 10490 23.82 419442.0
30 Arkansas 2728103 324653 11.90 149591 12091 8.08 903996.4
31 Kansas 1270547 298188 23.47 52958 9713 18.34 436117.4
32 Mississippi 1756119 297321 16.93 109139 10978 10.06 590064.2
33 Nevada 2754332 295960 10.75 150122 8124 5.41 894218.3
34 Connecticut 6520366 285330 4.38 305821 17993 5.88 1828847.4
35 Nebraska 2411545 202653 8.40 164297 5626 3.42 1246657.9
36 New Mexico 2757994 186742 6.77 222709 6453 2.90 1315316.6
37 Idaho 644796 172931 26.82 23369 5448 23.31 359806.2
38 Oregon 3798067 157079 4.14 413364 7045 1.70 900498.8
39 West Virginia 2218488 133290 6.01 139536 6008 4.31 1241357.3
40 Rhode Island 3087981 128121 4.15 351008 7300 2.08 2914946.8
41 South Dakota 698456 113378 16.23 285608 3173 1.11 789520.0
43 Montana 1096913 100656 9.18 76136 3359 4.41 1026324.5
44 North Dakota 1422537 100357 7.05 45172 1806 4.00 1866694.6
45 Delaware 1417318 88139 6.22 107930 5467 5.07 1455504.6
46 New Hampshire 1481488 76695 5.18 126236 5939 4.70 1089560.9
47 Alaska 1731628 59285 3.42 147080 2880 1.96 2367083.4
48 Wyoming 649293 54764 8.43 44715 1678 3.75 1121871.1
49 Maine 1644587 45639 2.78 147649 3214 2.18 1223458.1
50 District of Columbia 1247637 41273 3.31 83715 2477 2.96 1767819.7
51 Hawaii 1136395 28060 2.47 107239 1045 0.97 802611.4
52 Vermont 1107296 15964 1.44 148630 2403 1.62 1774544.1

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 6937085 629610 5658 0.91 9.08 4934 565 80654 28705 4.56
Veneto 5255579 341281 1539 0.45 6.49 902 132 28292 9953 2.92
Campania 3066706 282661 2843 1.02 9.22 1385 148 87433 4451 1.57
Emilia-Romagna 4063252 276601 3232 1.18 6.81 2753 275 52442 10746 3.89
Piemonte 2714259 257678 1793 0.70 9.49 2263 192 21455 9486 3.68
Lazio 4318699 242770 1563 0.65 5.62 1896 242 37169 6029 2.48
Toscana 2863126 163096 1293 0.80 5.70 1081 189 20698 4784 2.93
Sicilia 2589844 155812 592 0.38 6.02 662 121 19727 4223 2.71
Puglia 1613815 154302 1483 0.97 9.56 1283 156 34853 4087 2.65
Friuli Venezia Giulia 1399685 80283 661 0.83 5.74 409 63 11686 2899 3.61
Liguria 1073971 80016 272 0.34 7.45 506 59 5860 3681 4.60
Marche 871403 72259 836 1.17 8.29 600 94 10290 2318 3.21
Abruzzo 1057893 56944 442 0.78 5.38 631 86 13107 1791 3.15
P.A. Bolzano 869575 55142 218 0.40 6.34 183 37 5611 1056 1.92
Umbria 848593 46197 283 0.62 5.44 426 82 7425 1095 2.37
Sardegna 791879 41650 73 0.18 5.26 191 24 12646 1183 2.84
Calabria 598842 39142 293 0.75 6.54 218 24 6585 704 1.80
P.A. Trento 630456 35651 324 0.92 5.65 185 48 4059 1220 3.42
Basilicata 259872 16445 178 1.09 6.33 94 13 3954 378 2.30
Molise 167177 11108 49 0.44 6.64 89 19 1693 373 3.36
Valle d’Aosta 79798 8114 16 0.20 10.17 10 2 173 416 5.13

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 312447 1434 0.46 7050 14 0.20 2.26 21237.81 479.21 1 in 47
Quebec 291924 749 0.26 10465 10 0.10 3.58 34192.45 1225.74 1 in 29
Alberta 135537 341 0.25 1914 1 0.05 1.41 30712.10 433.70 1 in 33
British Columbia 83107 0 0.00 1380 0 0.00 1.66 16260.68 270.01 1 in 61
Manitoba 32170 66 0.21 905 1 0.11 2.81 23353.61 656.98 1 in 43
Saskatchewan 29593 161 0.55 396 3 0.76 1.34 25043.46 335.12 1 in 40
Nova Scotia 1657 6 0.36 65 0 0.00 3.92 1695.22 66.50 1 in 590
New Brunswick 1453 6 0.41 28 0 0.00 1.93 1862.84 35.90 1 in 537
Newfoundland and Labrador 1005 2 0.20 6 0 0.00 0.60 1927.63 11.51 1 in 519
Nunavut 377 4 1.07 1 0 0.00 0.27 NA NA 1 in NA
Prince Edward Island 136 0 0.00 0 0 NaN 0.00 859.90 0.00 1 in 1163
Yukon 72 0 0.00 1 0 0.00 1.39 1752.76 24.34 1 in 571
Northwest Territories 47 0 0.00 0 0 NaN 0.00 1046.68 0.00 1 in 955
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 88487.07 1602.57 1 in 11
India 8372.52 117.82 1 in 119
Brazil 52263.91 1262.90 1 in 19
Russia 29507.16 603.83 1 in 34
United Kingdom 63604.85 1876.19 1 in 16
France 58848.23 1322.54 1 in 17
Spain 67488.47 1524.60 1 in 15
Italy 50376.36 1646.46 1 in 20
Turkey 34268.41 358.43 1 in 29
Germany 30222.87 869.08 1 in 33
Colombia 46326.57 1231.14 1 in 22
Argentina 48491.39 1194.26 1 in 21
Mexico 16454.07 1473.35 1 in 61
Poland 46902.19 1189.02 1 in 21
Iran 20720.58 746.60 1 in 48
South Africa 26801.94 892.93 1 in 37
Ukraine NA NA 1 in NA
Indonesia 5203.92 140.73 1 in 192
Peru 42222.38 1476.25 1 in 24
Czechia 123207.89 2024.23 1 in 8

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1201868 22015 1.83
Maricopa Arizona 515211 9314 1.81
Cook Illinois 478498 9447 1.97
Miami-Dade Florida 418411 5554 1.33
Harris Texas 358505 5296 1.48
Riverside California 290904 3892 1.34
San Bernardino California 287782 3137 1.09
Dallas Texas 284010 3547 1.25
San Diego California 262781 3385 1.29
Orange California 262550 4173 1.59
Tarrant Texas 244632 2967 1.21
Clark Nevada 228492 3930 1.72
Queens New York 217265 8903 4.10
Kings New York 216963 9239 4.26
Broward Florida 198995 2455 1.23
Bexar Texas 197921 3032 1.53
Suffolk New York 165879 3120 1.88
Nassau New York 151970 2951 1.94
Bronx New York 148210 5943 4.01
Salt Lake Utah 139779 779 0.56
El Paso Texas 125250 2398 1.91
Palm Beach Florida 123033 2508 2.04
Philadelphia Pennsylvania 119874 3170 2.64
Orange Florida 116129 1125 0.97
Hillsborough Florida 113332 1535 1.35
Middlesex Massachusetts 113262 3482 3.07
Franklin Ohio 112955 1251 1.11
Santa Clara California 111638 1822 1.63
Pima Arizona 110345 2261 2.05
Westchester New York 109951 2122 1.93
Milwaukee Wisconsin 107631 1284 1.19
New York New York 106864 3974 3.72
Kern California 104181 942 0.90
Wayne Michigan 103560 4172 4.03
Hennepin Minnesota 101490 1592 1.57
Mecklenburg North Carolina 97954 881 0.90
Cuyahoga Ohio 96856 1881 1.94
Fresno California 96184 1488 1.55
Sacramento California 94182 1510 1.60
Gwinnett Georgia 93536 989 1.06
Marion Indiana 91271 1659 1.82
Utah Utah 90761 341 0.38
Duval Florida 89637 1193 1.33
St. Louis Missouri 89278 2019 2.26
Shelby Tennessee 87879 1517 1.73
Fulton Georgia 87372 1163 1.33
King Washington 85015 1415 1.66
Essex Massachusetts 84604 2197 2.60
Collin Texas 83890 749 0.89
Providence Rhode Island 83108 1846 2.22
Davidson Tennessee 82125 874 1.06
Fairfield Connecticut 81783 2074 2.54
Oklahoma Oklahoma 81597 758 0.93
Alameda California 81255 1289 1.59
Bergen New Jersey 80008 2638 3.30
Suffolk Massachusetts 79420 1718 2.16
Hidalgo Texas 78770 2679 3.40
Ventura California 78368 883 1.13
Allegheny Pennsylvania 78079 1748 2.24
DuPage Illinois 77796 1205 1.55
Travis Texas 76507 881 1.15
Oakland Michigan 75863 2019 2.66
Wake North Carolina 75588 550 0.73
Essex New Jersey 75544 2702 3.58
Middlesex New Jersey 74383 2125 2.86
Prince George’s Maryland 74165 1339 1.81
Hamilton Ohio 73882 1067 1.44
Jefferson Kentucky 73813 845 1.14
New Haven Connecticut 72947 1933 2.65
Jefferson Alabama 71995 1403 1.95
Tulsa Oklahoma 71481 723 1.01
Hudson New Jersey 71174 2028 2.85
Hartford Connecticut 71020 2299 3.24
Cobb Georgia 70607 940 1.33
Pinellas Florida 67717 1474 2.18
Fairfax Virginia 67533 995 1.47
San Joaquin California 67284 1182 1.76
Denton Texas 67158 675 1.01
Erie New York 66604 1616 2.43
Worcester Massachusetts 66328 2058 3.10
Will Illinois 65821 912 1.39
Greenville South Carolina 64963 894 1.38
Douglas Nebraska 64307 634 0.99
Montgomery Maryland 63898 1426 2.23
Contra Costa California 63297 708 1.12
Denver Colorado 60505 766 1.27
Ocean New Jersey 60469 1889 3.12
Macomb Michigan 60150 1979 3.29
Lake Illinois 60112 933 1.55
Fort Bend Texas 59290 579 0.98
Monmouth New Jersey 58923 1423 2.42
Lee Florida 58653 889 1.52
Richmond New York 58545 1602 2.74
Passaic New Jersey 58146 1708 2.94
Union New Jersey 58121 1789 3.08
DeKalb Georgia 58026 866 1.49
Polk Florida 58008 1174 2.02
Stanislaus California 56702 957 1.69
Bristol Massachusetts 56305 1533 2.72
Montgomery Pennsylvania 54952 1567 2.85

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc